Table 3.
Method | Precision | Recall | F1 | IoU | Accuracy | Sens. | Spec | AUC | Training Set | Testing Set |
---|---|---|---|---|---|---|---|---|---|---|
[8] | 90.61 | 91.04 | 90.82 | - | - | - | - | - | SUN, PICCOLO Widefield |
ETIS -Larib |
[13] | 92.30 | - | 92.40 | - | - | - | - | - | EndoScene, Kvasir-SEG |
EndoScene, Kvasir-SEG |
[10] | 94.9 | 96.9 | 95.9 | - | - | - | - | - | CVC-ClinicDB, ETIS-Larib, Kvasir-SEG |
Private dataset |
[9] | 100 | 99.20 | 99.60 | - | - | - | - | - | CVC-ClincDB | CVC-ColonDB, ETIS-Larib |
[14] | 87.4 | 84.4 | 85.9 | - | - | - | - | - | ASU-Mayo | ASU-Mayo |
[58] | - | - | - | - | 92% | - | - | - | University of Leeds dataset | University of Leeds dataset |
[82] | 98.6 | 98.01 | - | - | - | - | - | - | Private dataset, Kvasir-SEG |
Private dataset, Kvasir-SEG |
[11] | 78.5 | 78.8 | 78.6 | - | - | - | - | - | Private dataset | Private dataset |
[86] | - | - | 88.0 | 84.2 | - | - | - | - | Kvasir-SEG, CVC-ClinicDB |
CVC-ColonDB, ETIS-Larib, EndoScene |
[89] | - | - | 97.4 | - | - | 97.4 | 60.3 | 91.7 | Private dataset | Private dataset |
[90] | - | - | - | - | - | - | - | 83.0 | Cancer Imaging Archive | Cancer Imaging Archive |
[91] | - | - | - | - | 84.8% | 80.7 | 87.3 | - | Private dataset | Private dataset |
[93] | 91.9 | 89.0 | 90.0 | - | - | - | - | - | Kvasir-SEG | CVC-ClinicDB, ETIS-Larib |
[16] | 89.0 | 87.0 | 88.0 | - | - | - | - | - | Private dataset | Private dataset |
[94] | - | - | - | - | - | 82.0 | 85.0 | 91.0 | Private dataset | Private dataset |
[95] | 83.6 | 73.1 | 78.0 | - | - | - | - | - | CVC-ClinicDB, ETIS-Larib, CVC-ClinicVideoDB |
CVC-Clinic, ETIS-Larib, CVC-ClinicVideo |
[96] | - | - | - | 81.7 | - | - | - | - | CVC-ClinicDB, CVC-ColonDB, ETIS-Larib |
CVC-Clinic, CVC-ColonDB, ETIS-Larib |
[97] | 80.53 | 73.56 | 76.88 | - | - | - | - | - | Kvasir-SEG, CVC-ClinicDB, CVC-ColonDB |
Kvasir-SEG, CVC-Clinic, CVC-ColonDB |
[98] | 92.60 | 80.70 | 86.24 | - | - | - | - | - | CVC-ClinicDB, CVC-VideoClinicDB |
ETIS-Larib |
[12] | 93.45 | - | 89.65 | - | - | 86.14 | 85.32 | - | SUN, Kvasir-SEG |
SUN, Kvasir-SEG |